{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# OTDA unsupervised vs semi-supervised setting\n",
    "\n",
    "\n",
    "This example introduces a semi supervised domain adaptation in a 2D setting.\n",
    "It explicits the problem of semi supervised domain adaptation and introduces\n",
    "some optimal transport approaches to solve it.\n",
    "\n",
    "Quantities such as optimal couplings, greater coupling coefficients and\n",
    "transported samples are represented in order to give a visual understanding\n",
    "of what the transport methods are doing.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Authors: Remi Flamary <remi.flamary@unice.fr>\n",
    "#          Stanislas Chambon <stan.chambon@gmail.com>\n",
    "#\n",
    "# License: MIT License\n",
    "\n",
    "import matplotlib.pylab as pl\n",
    "import ot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate data\n",
    "-------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "n_samples_source = 150\n",
    "n_samples_target = 150\n",
    "\n",
    "Xs, ys = ot.datasets.make_data_classif('3gauss', n_samples_source)\n",
    "Xt, yt = ot.datasets.make_data_classif('3gauss2', n_samples_target)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Transport source samples onto target samples\n",
    "--------------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# unsupervised domain adaptation\n",
    "ot_sinkhorn_un = ot.da.SinkhornTransport(reg_e=1e-1)\n",
    "ot_sinkhorn_un.fit(Xs=Xs, Xt=Xt)\n",
    "transp_Xs_sinkhorn_un = ot_sinkhorn_un.transform(Xs=Xs)\n",
    "\n",
    "# semi-supervised domain adaptation\n",
    "ot_sinkhorn_semi = ot.da.SinkhornTransport(reg_e=1e-1)\n",
    "ot_sinkhorn_semi.fit(Xs=Xs, Xt=Xt, ys=ys, yt=yt)\n",
    "transp_Xs_sinkhorn_semi = ot_sinkhorn_semi.transform(Xs=Xs)\n",
    "\n",
    "# semi supervised DA uses available labaled target samples to modify the cost\n",
    "# matrix involved in the OT problem. The cost of transporting a source sample\n",
    "# of class A onto a target sample of class B != A is set to infinite, or a\n",
    "# very large value\n",
    "\n",
    "# note that in the present case we consider that all the target samples are\n",
    "# labeled. For daily applications, some target sample might not have labels,\n",
    "# in this case the element of yt corresponding to these samples should be\n",
    "# filled with -1.\n",
    "\n",
    "# Warning: we recall that -1 cannot be used as a class label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fig 1 : plots source and target samples + matrix of pairwise distance\n",
    "---------------------------------------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(1, figsize=(10, 10))\n",
    "pl.subplot(2, 2, 1)\n",
    "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.legend(loc=0)\n",
    "pl.title('Source  samples')\n",
    "\n",
    "pl.subplot(2, 2, 2)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.legend(loc=0)\n",
    "pl.title('Target samples')\n",
    "\n",
    "pl.subplot(2, 2, 3)\n",
    "pl.imshow(ot_sinkhorn_un.cost_, interpolation='nearest')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Cost matrix - unsupervised DA')\n",
    "\n",
    "pl.subplot(2, 2, 4)\n",
    "pl.imshow(ot_sinkhorn_semi.cost_, interpolation='nearest')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Cost matrix - semisupervised DA')\n",
    "\n",
    "pl.tight_layout()\n",
    "\n",
    "# the optimal coupling in the semi-supervised DA case will exhibit \" shape\n",
    "# similar\" to the cost matrix, (block diagonal matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fig 2 : plots optimal couplings for the different methods\n",
    "---------------------------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(2, figsize=(8, 4))\n",
    "\n",
    "pl.subplot(1, 2, 1)\n",
    "pl.imshow(ot_sinkhorn_un.coupling_, interpolation='nearest')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Optimal coupling\\nUnsupervised DA')\n",
    "\n",
    "pl.subplot(1, 2, 2)\n",
    "pl.imshow(ot_sinkhorn_semi.coupling_, interpolation='nearest')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Optimal coupling\\nSemi-supervised DA')\n",
    "\n",
    "pl.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fig 3 : plot transported samples\n",
    "--------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display transported samples\n",
    "pl.figure(4, figsize=(8, 4))\n",
    "pl.subplot(1, 2, 1)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
    "           label='Target samples', alpha=0.5)\n",
    "pl.scatter(transp_Xs_sinkhorn_un[:, 0], transp_Xs_sinkhorn_un[:, 1], c=ys,\n",
    "           marker='+', label='Transp samples', s=30)\n",
    "pl.title('Transported samples\\nEmdTransport')\n",
    "pl.legend(loc=0)\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "\n",
    "pl.subplot(1, 2, 2)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
    "           label='Target samples', alpha=0.5)\n",
    "pl.scatter(transp_Xs_sinkhorn_semi[:, 0], transp_Xs_sinkhorn_semi[:, 1], c=ys,\n",
    "           marker='+', label='Transp samples', s=30)\n",
    "pl.title('Transported samples\\nSinkhornTransport')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "\n",
    "pl.tight_layout()\n",
    "pl.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
